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Gemma · Edge · Gemma 4 Edge

Gemma 4 E4B IT: Specs, GPU requirements, hosting & deployment

Gemma 4 E4B IT is a current Edge release in the Gemma family, certified from its immutable official source revision.

Technical deployment reference illustration for Gemma 4 E4B IT
Reference deployment flow; exact architecture facts are listed separately.
Total parameters8.0B
Active parameters4.0B
Context window131,072 tokens
Release statusCurrent · Current
ArchitectureGemma4ForConditionalGeneration
ModalitiesText, Image, Audio
LicenseApache License 2.0
Deployment stateDeployable with certified configuration
Commercial stateCommercial Use Allowed
Release date2026-03-02

Architecture, strengths and use cases

Gemma 4 E4B IT is an official self-hostable Google release in the Gemma Edge track. It uses Gemma4ForConditionalGeneration, carries 8B / 4B MoE, supports a verified context window of 131,072 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

Gemma 4 E4B IT uses Gemma4ForConditionalGeneration with 8B / 4B MoE. The stored architecture profile records 42 layers, hidden width 2560, 8 attention heads and a 131,072 token context ceiling where the official configuration publishes those fields.

Verified Gemma4ForConditionalGeneration architecture
131,072 token certified context
Official BF16, Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing
Vision-language analysis
Audio understanding

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

gemma-4-E4B-it

google/gemma-4-E4B-it

Official · BF16 · safetensors

Runtime certified: Transformers

Precision / quantizationFormatBitsPublisher trustDeployment state
BF16safetensors16OfficialRuntime certified

Recommended hardware

Use only the listed transformers runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

Estimated weight memory15.35 GB
KV cache0.66 GB
Runtime overhead7.6 GB
Total with safety margin29.27 GB

Recommended best value

1× NVIDIA A100 SXM 80GB

80 GB total VRAM · nvlink

50.73 GB headroom · Available

USD 915 / month

Lowest-cost viable

2× NVIDIA L4 24GB

48 GB total VRAM · pcie

18.73 GB headroom · Available

USD 500 / month

Highest performance

1× NVIDIA H200 SXM 141GB

141 GB total VRAM · nvswitch

111.73 GB headroom · Limited capacity

USD 2,345 / month

License and self-hosting considerations

The full 8B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

Gemma 4 E4B IT is published under Apache License 2.0. The release-scoped official license link and verification date are retained with the catalogue record.

Commercial Use Allowed. The official license permits commercial use; its obligations still apply.

Alternatives and sibling variants

Gemma 4 E2B IT, Gemma 3n E2B

Release timeline

google/gemma/gemma-4-e4b-it

Source details

Official source

Source revision: 3534f447bcf906987c31c482364deb8d511741efd273268dd7a75e5ae20b9022

Frequently asked questions

How much VRAM does Gemma 4 E4B IT require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support Gemma 4 E4B IT?

Certified upstream runtime evidence is available for transformers.

Can Gemma 4 E4B IT be used commercially?

The stored commercial classification is Commercial Use Allowed. Consult the official Apache License 2.0 terms for the final obligations.

Official references

Last verified: 2026-08-26